In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
#data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:01, 8.01MB/s] Extracting mnist: 100%|██████████| 60.0K/60.0K [00:11<00:00, 5.23KFile/s] Downloading celeba: 1.44GB [08:56, 2.69MB/s]
Extracting celeba...
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7f00a5203080>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7f00a5136b00>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
real_input_images = tf.placeholder(dtype=tf.float32,shape = [None,image_width,image_height,image_channels])
z_data = tf.placeholder(dtype=tf.float32,shape = [None,z_dim])
lr = tf.placeholder(dtype=tf.float32,name="learning_rate")
return real_input_images, z_data, lr
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False,alpha = 0.2):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
xav_init = tf.contrib.layers.xavier_initializer()
keep_prob = 0.5
with tf.variable_scope("discriminator", reuse=reuse):
# Input layer is 32x32x3
x1 = tf.layers.conv2d(images, 64, 5, strides=2, padding='same',kernel_initializer = xav_init)
x1 = tf.layers.dropout(x1, rate=(keep_prob), training=True)
relu1 = tf.maximum(alpha * x1, x1)
# 16x16x64
x2 = tf.layers.conv2d(relu1, 128, 5, strides=2, padding='same',kernel_initializer = xav_init)
x2 = tf.layers.dropout(x2, rate=(keep_prob), training=True)
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
# 8x8x128
x3 = tf.layers.conv2d(relu2, 256, 5, strides=2, padding='same',kernel_initializer = xav_init)
x3 = tf.layers.dropout(x3, rate=(keep_prob), training=True)
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
# 4x4x256
# Flatten it
flat = tf.reshape(relu3, (-1, 4*4*256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True,alpha = 0.20):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
reuse_state = not is_train
xav = tf.contrib.layers.xavier_initializer()
keep_prob = 0.5
with tf.variable_scope('generator', reuse=reuse_state):
# First fully connected layer
x1 = tf.layers.dense(z, 4*4*256)
# Reshape it to start the convolutional stack
x1 = tf.reshape(x1, (-1, 4, 4, 256))
x1 = tf.layers.dropout(x1, rate=(keep_prob), training=True)
x1 = tf.layers.batch_normalization(x1, training=is_train)
x1 = tf.maximum(alpha * x1, x1)
# print(x1.shape)
# 4x4x256 now
#change from 5 to 4 below
x2 = tf.layers.conv2d_transpose(x1, 128, 4, strides=1, padding='valid', kernel_initializer=xav)
x2 = tf.layers.dropout(x2, rate=(keep_prob), training=True)
x2 = tf.layers.batch_normalization(x2, training=is_train)
x2 = tf.maximum(alpha * x2, x2)
# print(x2.shape)
# 7x7x128 now
x3 = tf.layers.conv2d_transpose(x2, 64, 5, strides=2, padding='same', kernel_initializer=xav)
x3 = tf.layers.dropout(x3, rate=(keep_prob), training=True)
x3 = tf.layers.batch_normalization(x3, training=is_train)
x3 = tf.maximum(alpha * x3, x3)
x4 = tf.layers.conv2d_transpose(x2, 32, 5, strides=2, padding='same', kernel_initializer=xav)
x4 = tf.layers.dropout(x4, rate=(keep_prob), training=True)
x4 = tf.layers.batch_normalization(x4, training=is_train)
x4 = tf.maximum(alpha * x4, x4)
# print(x3.shape)
# 14x14x64 now
# Output layer
logits = tf.layers.conv2d_transpose(x4, out_channel_dim, 5, strides=2, padding='same', kernel_initializer=xav)
# print(logits.shape)
# 28x28x5 now
out = tf.tanh(logits)
return out
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim, alpha = 0.2):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
smoothing = 0.9
g_model = generator(input_z, out_channel_dim, alpha=alpha)
d_model_real, d_logits_real = discriminator(input_real, alpha=alpha)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True, alpha=alpha)
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real
#,labels= tf.fill(d_logits_real.get_shape(), smoothing)
,labels= tf.ones_like(d_model_real)*smoothing))
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake
,labels=tf.zeros_like(d_model_fake)))
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake
,labels=tf.ones_like(d_model_fake)))
d_loss = d_loss_real + d_loss_fake
return d_loss, g_loss
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
_, img_height, img_width, img_channel = data_shape
inputs_real, inputs_z, lr = model_inputs(img_height, img_width, img_channel, z_dim)
d_loss, g_loss = model_loss(inputs_real, inputs_z, img_channel)
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
losses = []
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
steps += 1
# Convert the images values from -.5, .5 to -1, 1
batch_images *= 2
batch_z = np.random.uniform(-1, 1, size=[batch_size, z_dim])
# Run optimizers
sess.run(d_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, lr: learning_rate})
sess.run(g_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, lr: learning_rate})
sess.run(g_opt, feed_dict={inputs_real: batch_images, inputs_z: batch_z, lr: learning_rate})
# Show the loss every 10 steps
if steps % 10 == 0:
train_loss_d = d_loss.eval({inputs_real: batch_images, inputs_z: batch_z})
train_loss_g = g_loss.eval({inputs_z: batch_z})
print('Epoch: {}/{}'.format(epoch_i + 1, epoch_count),
'Discriminator Loss: {}'.format(train_loss_d),
'Generator Loss: {}'.format(train_loss_g))
# Save the losses to view after training
losses.append((train_loss_d, train_loss_g))
# Show the generator ouput every 100 steps
if steps % 100 == 0:
show_generator_output(sess, 25, inputs_z, data_shape[3], data_image_mode)
return losses
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 32
z_dim = 100
learning_rate = 0.0005
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch: 1/2 Discriminator Loss: 1.3702822923660278 Generator Loss: 0.8103255033493042 Epoch: 1/2 Discriminator Loss: 1.519286870956421 Generator Loss: 0.8017351627349854 Epoch: 1/2 Discriminator Loss: 1.5324488878250122 Generator Loss: 0.5075470805168152 Epoch: 1/2 Discriminator Loss: 1.321492075920105 Generator Loss: 1.288707971572876 Epoch: 1/2 Discriminator Loss: 1.2174973487854004 Generator Loss: 1.3117433786392212 Epoch: 1/2 Discriminator Loss: 1.279130458831787 Generator Loss: 1.022763967514038 Epoch: 1/2 Discriminator Loss: 1.4794611930847168 Generator Loss: 0.8380999565124512 Epoch: 1/2 Discriminator Loss: 1.1748906373977661 Generator Loss: 2.161454200744629 Epoch: 1/2 Discriminator Loss: 1.4156677722930908 Generator Loss: 1.407326102256775 Epoch: 1/2 Discriminator Loss: 1.2081525325775146 Generator Loss: 1.476306676864624
Epoch: 1/2 Discriminator Loss: 1.308555245399475 Generator Loss: 0.8345716595649719 Epoch: 1/2 Discriminator Loss: 1.1789580583572388 Generator Loss: 2.203615188598633 Epoch: 1/2 Discriminator Loss: 1.2146971225738525 Generator Loss: 1.1539051532745361 Epoch: 1/2 Discriminator Loss: 1.3455545902252197 Generator Loss: 1.2768938541412354 Epoch: 1/2 Discriminator Loss: 1.1189956665039062 Generator Loss: 0.910425066947937 Epoch: 1/2 Discriminator Loss: 1.4037013053894043 Generator Loss: 1.6171860694885254 Epoch: 1/2 Discriminator Loss: 1.2356094121932983 Generator Loss: 1.3518630266189575 Epoch: 1/2 Discriminator Loss: 1.4548767805099487 Generator Loss: 1.1609796285629272 Epoch: 1/2 Discriminator Loss: 1.3045574426651 Generator Loss: 0.8996471166610718 Epoch: 1/2 Discriminator Loss: 1.459968090057373 Generator Loss: 1.3977376222610474
Epoch: 1/2 Discriminator Loss: 1.1112635135650635 Generator Loss: 1.03603196144104 Epoch: 1/2 Discriminator Loss: 1.6211521625518799 Generator Loss: 1.6247860193252563 Epoch: 1/2 Discriminator Loss: 1.109370231628418 Generator Loss: 1.083580493927002 Epoch: 1/2 Discriminator Loss: 1.132751703262329 Generator Loss: 1.0390846729278564 Epoch: 1/2 Discriminator Loss: 1.106766700744629 Generator Loss: 1.2393428087234497 Epoch: 1/2 Discriminator Loss: 1.1471589803695679 Generator Loss: 1.3624367713928223 Epoch: 1/2 Discriminator Loss: 1.6329143047332764 Generator Loss: 1.256222128868103 Epoch: 1/2 Discriminator Loss: 1.2894452810287476 Generator Loss: 0.9949078559875488 Epoch: 1/2 Discriminator Loss: 1.2306602001190186 Generator Loss: 1.1251435279846191 Epoch: 1/2 Discriminator Loss: 1.6354260444641113 Generator Loss: 0.8505319952964783
Epoch: 1/2 Discriminator Loss: 1.4078552722930908 Generator Loss: 1.0221937894821167 Epoch: 1/2 Discriminator Loss: 1.3475160598754883 Generator Loss: 0.9486749172210693 Epoch: 1/2 Discriminator Loss: 1.3329014778137207 Generator Loss: 1.4034740924835205 Epoch: 1/2 Discriminator Loss: 1.5971953868865967 Generator Loss: 0.6669455766677856 Epoch: 1/2 Discriminator Loss: 1.398836374282837 Generator Loss: 1.0489248037338257 Epoch: 1/2 Discriminator Loss: 1.1346021890640259 Generator Loss: 1.0502835512161255 Epoch: 1/2 Discriminator Loss: 1.3143945932388306 Generator Loss: 1.4823298454284668 Epoch: 1/2 Discriminator Loss: 1.0013223886489868 Generator Loss: 1.2283563613891602 Epoch: 1/2 Discriminator Loss: 1.1027240753173828 Generator Loss: 1.5784602165222168 Epoch: 1/2 Discriminator Loss: 1.2998895645141602 Generator Loss: 1.007387638092041
Epoch: 1/2 Discriminator Loss: 1.2740837335586548 Generator Loss: 1.1959657669067383 Epoch: 1/2 Discriminator Loss: 1.5901362895965576 Generator Loss: 0.7763429284095764 Epoch: 1/2 Discriminator Loss: 1.3150464296340942 Generator Loss: 1.2196695804595947 Epoch: 1/2 Discriminator Loss: 1.2648612260818481 Generator Loss: 1.110962152481079 Epoch: 1/2 Discriminator Loss: 1.474158525466919 Generator Loss: 1.0213613510131836 Epoch: 1/2 Discriminator Loss: 1.3482552766799927 Generator Loss: 1.156524419784546 Epoch: 1/2 Discriminator Loss: 1.1579313278198242 Generator Loss: 1.1567704677581787 Epoch: 1/2 Discriminator Loss: 1.235907793045044 Generator Loss: 0.9428659081459045 Epoch: 1/2 Discriminator Loss: 1.297568678855896 Generator Loss: 1.0123796463012695 Epoch: 1/2 Discriminator Loss: 1.137377381324768 Generator Loss: 1.2816498279571533
Epoch: 1/2 Discriminator Loss: 1.1336545944213867 Generator Loss: 1.0090501308441162 Epoch: 1/2 Discriminator Loss: 1.4417959451675415 Generator Loss: 0.6533852219581604 Epoch: 1/2 Discriminator Loss: 1.2280454635620117 Generator Loss: 0.9757595062255859 Epoch: 1/2 Discriminator Loss: 1.413022518157959 Generator Loss: 0.700104296207428 Epoch: 1/2 Discriminator Loss: 1.1793532371520996 Generator Loss: 1.06399405002594 Epoch: 1/2 Discriminator Loss: 1.4496479034423828 Generator Loss: 0.757703423500061 Epoch: 1/2 Discriminator Loss: 1.292140245437622 Generator Loss: 0.7694442272186279 Epoch: 1/2 Discriminator Loss: 1.2490720748901367 Generator Loss: 1.2063710689544678 Epoch: 1/2 Discriminator Loss: 1.2464280128479004 Generator Loss: 1.0410714149475098 Epoch: 1/2 Discriminator Loss: 1.390529990196228 Generator Loss: 0.9119998216629028
Epoch: 1/2 Discriminator Loss: 1.1466888189315796 Generator Loss: 1.2078073024749756 Epoch: 1/2 Discriminator Loss: 1.2851274013519287 Generator Loss: 1.2086377143859863 Epoch: 1/2 Discriminator Loss: 1.0988261699676514 Generator Loss: 0.8627527952194214 Epoch: 1/2 Discriminator Loss: 1.409559965133667 Generator Loss: 1.1244595050811768 Epoch: 1/2 Discriminator Loss: 1.2057937383651733 Generator Loss: 1.4305095672607422 Epoch: 1/2 Discriminator Loss: 1.1865124702453613 Generator Loss: 1.1009654998779297 Epoch: 1/2 Discriminator Loss: 1.353835105895996 Generator Loss: 0.8939172625541687 Epoch: 1/2 Discriminator Loss: 1.308343529701233 Generator Loss: 0.9628197550773621 Epoch: 1/2 Discriminator Loss: 1.1671063899993896 Generator Loss: 1.0879573822021484 Epoch: 1/2 Discriminator Loss: 1.374017596244812 Generator Loss: 0.7480915784835815
Epoch: 1/2 Discriminator Loss: 1.0009441375732422 Generator Loss: 1.278185486793518 Epoch: 1/2 Discriminator Loss: 1.5870771408081055 Generator Loss: 0.8387119770050049 Epoch: 1/2 Discriminator Loss: 1.472141146659851 Generator Loss: 0.6537468433380127 Epoch: 1/2 Discriminator Loss: 1.1293425559997559 Generator Loss: 1.0387237071990967 Epoch: 1/2 Discriminator Loss: 1.180687427520752 Generator Loss: 1.3350435495376587 Epoch: 1/2 Discriminator Loss: 1.3069305419921875 Generator Loss: 0.9833154678344727 Epoch: 1/2 Discriminator Loss: 1.2213572263717651 Generator Loss: 1.1664923429489136 Epoch: 1/2 Discriminator Loss: 1.0792546272277832 Generator Loss: 1.0452792644500732 Epoch: 1/2 Discriminator Loss: 1.204624891281128 Generator Loss: 1.7370154857635498 Epoch: 1/2 Discriminator Loss: 1.082620620727539 Generator Loss: 1.0996774435043335
Epoch: 1/2 Discriminator Loss: 1.126760482788086 Generator Loss: 1.3159866333007812 Epoch: 1/2 Discriminator Loss: 1.168605089187622 Generator Loss: 1.2606281042099 Epoch: 1/2 Discriminator Loss: 1.317440390586853 Generator Loss: 1.115447759628296 Epoch: 1/2 Discriminator Loss: 1.3021074533462524 Generator Loss: 1.0721776485443115 Epoch: 1/2 Discriminator Loss: 1.2282991409301758 Generator Loss: 0.8763377666473389 Epoch: 1/2 Discriminator Loss: 1.1267790794372559 Generator Loss: 0.994697093963623 Epoch: 1/2 Discriminator Loss: 1.1833958625793457 Generator Loss: 1.3274922370910645 Epoch: 1/2 Discriminator Loss: 1.248644471168518 Generator Loss: 0.6468905210494995 Epoch: 1/2 Discriminator Loss: 1.1816861629486084 Generator Loss: 1.335179328918457 Epoch: 1/2 Discriminator Loss: 1.44919753074646 Generator Loss: 1.1259610652923584
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Epoch: 2/2 Discriminator Loss: 0.8127503991127014 Generator Loss: 2.0957324504852295 Epoch: 2/2 Discriminator Loss: 1.2522801160812378 Generator Loss: 1.0973045825958252 Epoch: 2/2 Discriminator Loss: 1.5825248956680298 Generator Loss: 0.5570352077484131 Epoch: 2/2 Discriminator Loss: 0.8593370318412781 Generator Loss: 1.5824148654937744 Epoch: 2/2 Discriminator Loss: 0.745855987071991 Generator Loss: 2.1448378562927246 Epoch: 2/2 Discriminator Loss: 1.1015874147415161 Generator Loss: 0.8166424036026001 Epoch: 2/2 Discriminator Loss: 0.9649146199226379 Generator Loss: 1.3262159824371338 Epoch: 2/2 Discriminator Loss: 0.9299788475036621 Generator Loss: 1.3389379978179932 Epoch: 2/2 Discriminator Loss: 1.357473373413086 Generator Loss: 0.722903847694397 Epoch: 2/2 Discriminator Loss: 0.7858001589775085 Generator Loss: 1.1759088039398193
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Epoch: 2/2 Discriminator Loss: 0.6918715238571167 Generator Loss: 1.581527590751648 Epoch: 2/2 Discriminator Loss: 1.083388328552246 Generator Loss: 1.3532477617263794 Epoch: 2/2 Discriminator Loss: 0.9023991823196411 Generator Loss: 1.4894988536834717 Epoch: 2/2 Discriminator Loss: 0.7836806178092957 Generator Loss: 0.8270301818847656 Epoch: 2/2 Discriminator Loss: 0.8576411008834839 Generator Loss: 2.0532732009887695 Epoch: 2/2 Discriminator Loss: 0.9891306757926941 Generator Loss: 2.6731672286987305 Epoch: 2/2 Discriminator Loss: 0.8382411003112793 Generator Loss: 1.2901036739349365 Epoch: 2/2 Discriminator Loss: 0.6373604536056519 Generator Loss: 2.6889190673828125 Epoch: 2/2 Discriminator Loss: 0.8564766049385071 Generator Loss: 1.4774363040924072 Epoch: 2/2 Discriminator Loss: 0.784866452217102 Generator Loss: 1.4869647026062012
Epoch: 2/2 Discriminator Loss: 0.9451801180839539 Generator Loss: 1.9308229684829712 Epoch: 2/2 Discriminator Loss: 0.9585938453674316 Generator Loss: 2.444899797439575 Epoch: 2/2 Discriminator Loss: 0.5909255743026733 Generator Loss: 1.3939796686172485 Epoch: 2/2 Discriminator Loss: 0.7985708117485046 Generator Loss: 1.8896554708480835 Epoch: 2/2 Discriminator Loss: 0.9579309225082397 Generator Loss: 1.1075886487960815 Epoch: 2/2 Discriminator Loss: 0.7880004644393921 Generator Loss: 1.4694223403930664 Epoch: 2/2 Discriminator Loss: 1.0271155834197998 Generator Loss: 2.5512852668762207 Epoch: 2/2 Discriminator Loss: 0.7739197015762329 Generator Loss: 2.2011005878448486 Epoch: 2/2 Discriminator Loss: 1.2489590644836426 Generator Loss: 3.191039562225342 Epoch: 2/2 Discriminator Loss: 0.947494626045227 Generator Loss: 3.311553955078125
Epoch: 2/2 Discriminator Loss: 0.8377787470817566 Generator Loss: 1.3480839729309082 Epoch: 2/2 Discriminator Loss: 0.8425758481025696 Generator Loss: 1.9736268520355225 Epoch: 2/2 Discriminator Loss: 1.1028096675872803 Generator Loss: 0.7136358022689819 Epoch: 2/2 Discriminator Loss: 0.8582870960235596 Generator Loss: 1.4139931201934814 Epoch: 2/2 Discriminator Loss: 0.788583517074585 Generator Loss: 1.5178968906402588 Epoch: 2/2 Discriminator Loss: 0.783743679523468 Generator Loss: 2.431349277496338 Epoch: 2/2 Discriminator Loss: 0.81121826171875 Generator Loss: 1.6705001592636108 Epoch: 2/2 Discriminator Loss: 0.6720565557479858 Generator Loss: 2.2503437995910645 Epoch: 2/2 Discriminator Loss: 0.7572758197784424 Generator Loss: 2.012676239013672 Epoch: 2/2 Discriminator Loss: 0.883647620677948 Generator Loss: 1.6828514337539673
Epoch: 2/2 Discriminator Loss: 0.5483114719390869 Generator Loss: 1.6281704902648926 Epoch: 2/2 Discriminator Loss: 0.8644695281982422 Generator Loss: 1.692284107208252 Epoch: 2/2 Discriminator Loss: 0.7278867959976196 Generator Loss: 2.2129361629486084 Epoch: 2/2 Discriminator Loss: 1.0064194202423096 Generator Loss: 3.955076217651367 Epoch: 2/2 Discriminator Loss: 0.8935244679450989 Generator Loss: 2.5271406173706055 Epoch: 2/2 Discriminator Loss: 0.9220759868621826 Generator Loss: 2.4074525833129883 Epoch: 2/2 Discriminator Loss: 0.6642618179321289 Generator Loss: 2.2302913665771484 Epoch: 2/2 Discriminator Loss: 0.6120020151138306 Generator Loss: 3.023615837097168 Epoch: 2/2 Discriminator Loss: 1.1063578128814697 Generator Loss: 4.113717079162598 Epoch: 2/2 Discriminator Loss: 0.8838309049606323 Generator Loss: 1.7657208442687988
Epoch: 2/2 Discriminator Loss: 0.7540544271469116 Generator Loss: 1.2204591035842896 Epoch: 2/2 Discriminator Loss: 0.7758454084396362 Generator Loss: 1.4562702178955078 Epoch: 2/2 Discriminator Loss: 0.7820607423782349 Generator Loss: 0.6510168313980103 Epoch: 2/2 Discriminator Loss: 0.6950211524963379 Generator Loss: 2.8069887161254883 Epoch: 2/2 Discriminator Loss: 0.8297538161277771 Generator Loss: 2.4072508811950684 Epoch: 2/2 Discriminator Loss: 1.1292674541473389 Generator Loss: 2.133821964263916 Epoch: 2/2 Discriminator Loss: 0.489338755607605 Generator Loss: 2.3362317085266113 Epoch: 2/2 Discriminator Loss: 0.7043309211730957 Generator Loss: 1.3951616287231445 Epoch: 2/2 Discriminator Loss: 0.6999660730361938 Generator Loss: 1.821244716644287 Epoch: 2/2 Discriminator Loss: 0.840524435043335 Generator Loss: 2.9619011878967285
Epoch: 2/2 Discriminator Loss: 0.6147547960281372 Generator Loss: 1.7591452598571777 Epoch: 2/2 Discriminator Loss: 0.9578061103820801 Generator Loss: 2.594334125518799 Epoch: 2/2 Discriminator Loss: 1.2533113956451416 Generator Loss: 0.9516624212265015 Epoch: 2/2 Discriminator Loss: 0.856221616268158 Generator Loss: 2.3140761852264404 Epoch: 2/2 Discriminator Loss: 0.8307990431785583 Generator Loss: 1.3434001207351685 Epoch: 2/2 Discriminator Loss: 0.699971079826355 Generator Loss: 2.4783873558044434 Epoch: 2/2 Discriminator Loss: 0.8745051622390747 Generator Loss: 1.5286009311676025 Epoch: 2/2 Discriminator Loss: 0.8130344152450562 Generator Loss: 1.5763938426971436 Epoch: 2/2 Discriminator Loss: 0.6446374654769897 Generator Loss: 1.3100457191467285 Epoch: 2/2 Discriminator Loss: 0.7289559841156006 Generator Loss: 1.5880415439605713
Epoch: 2/2 Discriminator Loss: 0.647027313709259 Generator Loss: 1.788766860961914 Epoch: 2/2 Discriminator Loss: 0.6782928705215454 Generator Loss: 2.503894805908203 Epoch: 2/2 Discriminator Loss: 0.6243245005607605 Generator Loss: 1.9995564222335815 Epoch: 2/2 Discriminator Loss: 0.7725750803947449 Generator Loss: 1.433309555053711 Epoch: 2/2 Discriminator Loss: 0.9498947262763977 Generator Loss: 1.242931604385376 Epoch: 2/2 Discriminator Loss: 0.8433428406715393 Generator Loss: 3.843461275100708 Epoch: 2/2 Discriminator Loss: 0.8806921243667603 Generator Loss: 2.2473955154418945 Epoch: 2/2 Discriminator Loss: 0.6923796534538269 Generator Loss: 2.5209412574768066 Epoch: 2/2 Discriminator Loss: 0.6532378196716309 Generator Loss: 1.6693115234375 Epoch: 2/2 Discriminator Loss: 0.5517781376838684 Generator Loss: 1.675728678703308
Epoch: 2/2 Discriminator Loss: 0.9178730845451355 Generator Loss: 1.3024933338165283 Epoch: 2/2 Discriminator Loss: 0.9733501672744751 Generator Loss: 1.2920656204223633 Epoch: 2/2 Discriminator Loss: 0.7011814713478088 Generator Loss: 1.6587154865264893 Epoch: 2/2 Discriminator Loss: 0.8029097318649292 Generator Loss: 1.2198753356933594 Epoch: 2/2 Discriminator Loss: 0.6268784999847412 Generator Loss: 3.156282424926758
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16
z_dim = 100
learning_rate = 0.001
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch: 1/2 Discriminator Loss: 0.9460440874099731 Generator Loss: 2.3042988777160645 Epoch: 1/2 Discriminator Loss: 1.8139829635620117 Generator Loss: 2.1162109375 Epoch: 1/2 Discriminator Loss: 1.9752377271652222 Generator Loss: 0.9932956695556641 Epoch: 1/2 Discriminator Loss: 1.9784797430038452 Generator Loss: 0.5090080499649048 Epoch: 1/2 Discriminator Loss: 1.3638492822647095 Generator Loss: 2.0168697834014893 Epoch: 1/2 Discriminator Loss: 0.823479413986206 Generator Loss: 2.1556930541992188 Epoch: 1/2 Discriminator Loss: 0.8851373195648193 Generator Loss: 1.756004810333252 Epoch: 1/2 Discriminator Loss: 1.115199327468872 Generator Loss: 0.9934808015823364 Epoch: 1/2 Discriminator Loss: 0.6028454303741455 Generator Loss: 4.018949508666992 Epoch: 1/2 Discriminator Loss: 1.726462721824646 Generator Loss: 0.5380561947822571
Epoch: 1/2 Discriminator Loss: 1.021604061126709 Generator Loss: 1.2969255447387695 Epoch: 1/2 Discriminator Loss: 1.1293892860412598 Generator Loss: 2.829901695251465 Epoch: 1/2 Discriminator Loss: 1.1679208278656006 Generator Loss: 2.61077880859375 Epoch: 1/2 Discriminator Loss: 0.9795941710472107 Generator Loss: 1.1757328510284424 Epoch: 1/2 Discriminator Loss: 0.7134943008422852 Generator Loss: 1.8702976703643799 Epoch: 1/2 Discriminator Loss: 1.1943917274475098 Generator Loss: 0.9743534326553345 Epoch: 1/2 Discriminator Loss: 1.5739128589630127 Generator Loss: 0.87705397605896 Epoch: 1/2 Discriminator Loss: 1.7001581192016602 Generator Loss: 0.5748404860496521 Epoch: 1/2 Discriminator Loss: 1.0900226831436157 Generator Loss: 1.9057176113128662 Epoch: 1/2 Discriminator Loss: 1.9547927379608154 Generator Loss: 0.817375898361206
Epoch: 1/2 Discriminator Loss: 0.8346681594848633 Generator Loss: 1.6680963039398193 Epoch: 1/2 Discriminator Loss: 1.837680459022522 Generator Loss: 0.7112544775009155 Epoch: 1/2 Discriminator Loss: 2.0007290840148926 Generator Loss: 0.8403967022895813 Epoch: 1/2 Discriminator Loss: 0.8146247863769531 Generator Loss: 1.2387104034423828 Epoch: 1/2 Discriminator Loss: 2.187096118927002 Generator Loss: 0.5653785467147827 Epoch: 1/2 Discriminator Loss: 1.575423002243042 Generator Loss: 0.44610536098480225 Epoch: 1/2 Discriminator Loss: 0.8061478137969971 Generator Loss: 1.4025094509124756 Epoch: 1/2 Discriminator Loss: 0.765648365020752 Generator Loss: 1.8694474697113037 Epoch: 1/2 Discriminator Loss: 1.04823637008667 Generator Loss: 1.1857610940933228 Epoch: 1/2 Discriminator Loss: 1.398970365524292 Generator Loss: 0.7853888273239136
Epoch: 1/2 Discriminator Loss: 1.2837954759597778 Generator Loss: 0.9661429524421692 Epoch: 1/2 Discriminator Loss: 0.7778340578079224 Generator Loss: 1.7270488739013672 Epoch: 1/2 Discriminator Loss: 0.7462895512580872 Generator Loss: 1.6926603317260742 Epoch: 1/2 Discriminator Loss: 1.1977694034576416 Generator Loss: 1.0718095302581787 Epoch: 1/2 Discriminator Loss: 1.5074795484542847 Generator Loss: 1.3708423376083374 Epoch: 1/2 Discriminator Loss: 0.6674611568450928 Generator Loss: 1.9379234313964844 Epoch: 1/2 Discriminator Loss: 1.422972559928894 Generator Loss: 0.8688852787017822 Epoch: 1/2 Discriminator Loss: 1.0767854452133179 Generator Loss: 1.0928012132644653 Epoch: 1/2 Discriminator Loss: 1.1278109550476074 Generator Loss: 1.2925935983657837 Epoch: 1/2 Discriminator Loss: 1.304538607597351 Generator Loss: 1.2598921060562134
Epoch: 1/2 Discriminator Loss: 1.2015902996063232 Generator Loss: 1.2434625625610352 Epoch: 1/2 Discriminator Loss: 1.2733347415924072 Generator Loss: 0.8091722726821899 Epoch: 1/2 Discriminator Loss: 1.5423483848571777 Generator Loss: 0.8629216551780701 Epoch: 1/2 Discriminator Loss: 1.0935983657836914 Generator Loss: 1.2402387857437134 Epoch: 1/2 Discriminator Loss: 1.146706223487854 Generator Loss: 1.0306907892227173 Epoch: 1/2 Discriminator Loss: 1.6483482122421265 Generator Loss: 0.6367099285125732 Epoch: 1/2 Discriminator Loss: 1.2371313571929932 Generator Loss: 0.8913639783859253 Epoch: 1/2 Discriminator Loss: 1.3202030658721924 Generator Loss: 0.8428338766098022 Epoch: 1/2 Discriminator Loss: 1.3996760845184326 Generator Loss: 0.9476930499076843 Epoch: 1/2 Discriminator Loss: 1.4043625593185425 Generator Loss: 1.2610790729522705
Epoch: 1/2 Discriminator Loss: 1.5076112747192383 Generator Loss: 0.6782893538475037 Epoch: 1/2 Discriminator Loss: 1.4219262599945068 Generator Loss: 0.8581255674362183 Epoch: 1/2 Discriminator Loss: 1.499443769454956 Generator Loss: 1.1349008083343506 Epoch: 1/2 Discriminator Loss: 1.3587349653244019 Generator Loss: 0.7833026647567749 Epoch: 1/2 Discriminator Loss: 1.2603530883789062 Generator Loss: 0.9133014678955078 Epoch: 1/2 Discriminator Loss: 1.1181938648223877 Generator Loss: 1.1688023805618286 Epoch: 1/2 Discriminator Loss: 1.6563878059387207 Generator Loss: 0.9244906306266785 Epoch: 1/2 Discriminator Loss: 1.343045949935913 Generator Loss: 0.7209442853927612 Epoch: 1/2 Discriminator Loss: 1.8129185438156128 Generator Loss: 0.6665418148040771 Epoch: 1/2 Discriminator Loss: 1.2584270238876343 Generator Loss: 1.1083221435546875
Epoch: 1/2 Discriminator Loss: 1.616091251373291 Generator Loss: 0.48106738924980164 Epoch: 1/2 Discriminator Loss: 1.0145965814590454 Generator Loss: 0.9045995473861694 Epoch: 1/2 Discriminator Loss: 1.2348321676254272 Generator Loss: 1.0825773477554321 Epoch: 1/2 Discriminator Loss: 1.3059483766555786 Generator Loss: 1.0672595500946045 Epoch: 1/2 Discriminator Loss: 1.267271637916565 Generator Loss: 0.9131679534912109 Epoch: 1/2 Discriminator Loss: 1.6104227304458618 Generator Loss: 0.6948156356811523 Epoch: 1/2 Discriminator Loss: 1.3387954235076904 Generator Loss: 0.9359984993934631 Epoch: 1/2 Discriminator Loss: 1.3759686946868896 Generator Loss: 0.7382140755653381 Epoch: 1/2 Discriminator Loss: 1.3137801885604858 Generator Loss: 1.3530038595199585 Epoch: 1/2 Discriminator Loss: 1.028510332107544 Generator Loss: 0.6973156929016113
Epoch: 1/2 Discriminator Loss: 1.5780223608016968 Generator Loss: 0.6177055835723877 Epoch: 1/2 Discriminator Loss: 1.2864089012145996 Generator Loss: 1.09827721118927 Epoch: 1/2 Discriminator Loss: 1.576740026473999 Generator Loss: 1.1169390678405762 Epoch: 1/2 Discriminator Loss: 1.3174068927764893 Generator Loss: 0.6902238726615906 Epoch: 1/2 Discriminator Loss: 1.3484218120574951 Generator Loss: 0.7085843086242676 Epoch: 1/2 Discriminator Loss: 1.3829751014709473 Generator Loss: 0.909600019454956 Epoch: 1/2 Discriminator Loss: 1.5980522632598877 Generator Loss: 0.6297208070755005 Epoch: 1/2 Discriminator Loss: 1.5239379405975342 Generator Loss: 0.9249875545501709 Epoch: 1/2 Discriminator Loss: 1.3442400693893433 Generator Loss: 1.1330007314682007 Epoch: 1/2 Discriminator Loss: 1.5055657625198364 Generator Loss: 0.8777049779891968
Epoch: 1/2 Discriminator Loss: 1.0790178775787354 Generator Loss: 0.849831223487854 Epoch: 1/2 Discriminator Loss: 1.223854660987854 Generator Loss: 0.9558955430984497 Epoch: 1/2 Discriminator Loss: 1.4136152267456055 Generator Loss: 1.1239821910858154 Epoch: 1/2 Discriminator Loss: 1.3193557262420654 Generator Loss: 0.9085462093353271 Epoch: 1/2 Discriminator Loss: 1.6086974143981934 Generator Loss: 0.8205769062042236 Epoch: 1/2 Discriminator Loss: 1.386099100112915 Generator Loss: 0.7442167401313782 Epoch: 1/2 Discriminator Loss: 1.3620967864990234 Generator Loss: 1.1319471597671509 Epoch: 1/2 Discriminator Loss: 1.2231606245040894 Generator Loss: 1.0747675895690918 Epoch: 1/2 Discriminator Loss: 1.4668428897857666 Generator Loss: 1.063456416130066 Epoch: 1/2 Discriminator Loss: 1.4952378273010254 Generator Loss: 0.774412989616394
Epoch: 1/2 Discriminator Loss: 1.3519127368927002 Generator Loss: 1.0575535297393799 Epoch: 1/2 Discriminator Loss: 1.673980951309204 Generator Loss: 0.5915200114250183 Epoch: 1/2 Discriminator Loss: 1.8668498992919922 Generator Loss: 0.6379939317703247 Epoch: 1/2 Discriminator Loss: 1.6343069076538086 Generator Loss: 0.7609826922416687 Epoch: 1/2 Discriminator Loss: 1.450516939163208 Generator Loss: 0.6903630495071411 Epoch: 1/2 Discriminator Loss: 1.270506501197815 Generator Loss: 0.8524201512336731 Epoch: 1/2 Discriminator Loss: 1.376383900642395 Generator Loss: 0.8131948113441467 Epoch: 1/2 Discriminator Loss: 1.3307578563690186 Generator Loss: 0.922895610332489 Epoch: 1/2 Discriminator Loss: 1.3416081666946411 Generator Loss: 0.9338025450706482 Epoch: 1/2 Discriminator Loss: 1.4311391115188599 Generator Loss: 0.8391862511634827
Epoch: 1/2 Discriminator Loss: 1.4033623933792114 Generator Loss: 0.8623074889183044 Epoch: 1/2 Discriminator Loss: 1.3481285572052002 Generator Loss: 0.843199610710144 Epoch: 1/2 Discriminator Loss: 1.4401177167892456 Generator Loss: 1.0166590213775635 Epoch: 1/2 Discriminator Loss: 1.4396412372589111 Generator Loss: 0.9266729950904846 Epoch: 1/2 Discriminator Loss: 1.4028027057647705 Generator Loss: 0.9032654762268066 Epoch: 1/2 Discriminator Loss: 1.2002454996109009 Generator Loss: 0.7499434947967529 Epoch: 1/2 Discriminator Loss: 1.4096349477767944 Generator Loss: 0.9783962965011597 Epoch: 1/2 Discriminator Loss: 1.2763419151306152 Generator Loss: 1.296555519104004 Epoch: 1/2 Discriminator Loss: 1.281057596206665 Generator Loss: 1.117720365524292 Epoch: 1/2 Discriminator Loss: 1.282268762588501 Generator Loss: 0.774075448513031
Epoch: 1/2 Discriminator Loss: 1.3139992952346802 Generator Loss: 0.7399762868881226 Epoch: 1/2 Discriminator Loss: 1.107629418373108 Generator Loss: 1.0480787754058838 Epoch: 1/2 Discriminator Loss: 1.481751799583435 Generator Loss: 1.1397497653961182 Epoch: 1/2 Discriminator Loss: 1.2556259632110596 Generator Loss: 1.0872392654418945 Epoch: 1/2 Discriminator Loss: 1.430656909942627 Generator Loss: 0.6326714754104614 Epoch: 1/2 Discriminator Loss: 1.3526043891906738 Generator Loss: 0.8129152059555054 Epoch: 1/2 Discriminator Loss: 1.3387885093688965 Generator Loss: 1.1165201663970947 Epoch: 1/2 Discriminator Loss: 1.2196639776229858 Generator Loss: 0.839518129825592 Epoch: 1/2 Discriminator Loss: 1.4494894742965698 Generator Loss: 0.8445689678192139 Epoch: 1/2 Discriminator Loss: 1.4712014198303223 Generator Loss: 0.9427091479301453
Epoch: 1/2 Discriminator Loss: 1.2462213039398193 Generator Loss: 0.8760762214660645 Epoch: 1/2 Discriminator Loss: 1.6883313655853271 Generator Loss: 0.7208681106567383 Epoch: 1/2 Discriminator Loss: 1.4363932609558105 Generator Loss: 0.7323633432388306 Epoch: 1/2 Discriminator Loss: 1.3262286186218262 Generator Loss: 0.8206241130828857 Epoch: 1/2 Discriminator Loss: 1.362768530845642 Generator Loss: 1.096254825592041 Epoch: 1/2 Discriminator Loss: 1.1465965509414673 Generator Loss: 1.0845037698745728 Epoch: 1/2 Discriminator Loss: 1.3107554912567139 Generator Loss: 1.0915982723236084 Epoch: 1/2 Discriminator Loss: 1.1580300331115723 Generator Loss: 0.7671564817428589 Epoch: 1/2 Discriminator Loss: 1.2664227485656738 Generator Loss: 0.9617257118225098 Epoch: 1/2 Discriminator Loss: 1.385901689529419 Generator Loss: 0.6728202104568481
Epoch: 1/2 Discriminator Loss: 1.2857394218444824 Generator Loss: 0.9130071401596069 Epoch: 1/2 Discriminator Loss: 1.1803619861602783 Generator Loss: 0.9319807291030884 Epoch: 1/2 Discriminator Loss: 1.4785947799682617 Generator Loss: 0.7562904357910156 Epoch: 1/2 Discriminator Loss: 1.4558361768722534 Generator Loss: 0.7571411728858948 Epoch: 1/2 Discriminator Loss: 1.625942349433899 Generator Loss: 0.7515193223953247 Epoch: 1/2 Discriminator Loss: 1.5237236022949219 Generator Loss: 0.8114550113677979 Epoch: 1/2 Discriminator Loss: 1.2868101596832275 Generator Loss: 0.8416128158569336 Epoch: 1/2 Discriminator Loss: 1.6288481950759888 Generator Loss: 0.5180025100708008 Epoch: 1/2 Discriminator Loss: 1.4089229106903076 Generator Loss: 0.6598019599914551 Epoch: 1/2 Discriminator Loss: 1.065114140510559 Generator Loss: 1.2677431106567383
Epoch: 1/2 Discriminator Loss: 1.3035285472869873 Generator Loss: 0.7937170267105103 Epoch: 1/2 Discriminator Loss: 1.2850910425186157 Generator Loss: 0.8014174103736877 Epoch: 1/2 Discriminator Loss: 1.3807281255722046 Generator Loss: 0.7045239210128784 Epoch: 1/2 Discriminator Loss: 1.4228837490081787 Generator Loss: 0.7888091802597046 Epoch: 1/2 Discriminator Loss: 1.3965680599212646 Generator Loss: 0.9665177464485168 Epoch: 1/2 Discriminator Loss: 1.3594202995300293 Generator Loss: 0.5827234983444214 Epoch: 1/2 Discriminator Loss: 1.3896204233169556 Generator Loss: 0.7489298582077026 Epoch: 1/2 Discriminator Loss: 1.1622703075408936 Generator Loss: 0.9696640968322754 Epoch: 1/2 Discriminator Loss: 1.3938289880752563 Generator Loss: 1.150399923324585 Epoch: 1/2 Discriminator Loss: 1.2618217468261719 Generator Loss: 0.7352368831634521
Epoch: 1/2 Discriminator Loss: 1.5626391172409058 Generator Loss: 0.6726639270782471 Epoch: 1/2 Discriminator Loss: 1.3174636363983154 Generator Loss: 0.8617898225784302 Epoch: 1/2 Discriminator Loss: 1.292565941810608 Generator Loss: 0.743299663066864 Epoch: 1/2 Discriminator Loss: 1.483088731765747 Generator Loss: 0.957700252532959 Epoch: 1/2 Discriminator Loss: 1.4940255880355835 Generator Loss: 0.7798281311988831 Epoch: 1/2 Discriminator Loss: 1.3191208839416504 Generator Loss: 0.9046182036399841 Epoch: 1/2 Discriminator Loss: 1.1470630168914795 Generator Loss: 0.976440966129303 Epoch: 1/2 Discriminator Loss: 1.6468498706817627 Generator Loss: 0.9346827268600464 Epoch: 1/2 Discriminator Loss: 1.2695239782333374 Generator Loss: 1.0254614353179932 Epoch: 1/2 Discriminator Loss: 1.6891026496887207 Generator Loss: 1.1692143678665161
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Epoch: 2/2 Discriminator Loss: 1.1075570583343506 Generator Loss: 2.20194411277771 Epoch: 2/2 Discriminator Loss: 0.6274439692497253 Generator Loss: 2.344578266143799 Epoch: 2/2 Discriminator Loss: 0.6835833787918091 Generator Loss: 1.7871663570404053 Epoch: 2/2 Discriminator Loss: 1.0302159786224365 Generator Loss: 1.3425192832946777 Epoch: 2/2 Discriminator Loss: 0.653876543045044 Generator Loss: 2.971759796142578 Epoch: 2/2 Discriminator Loss: 0.8611799478530884 Generator Loss: 0.774883508682251 Epoch: 2/2 Discriminator Loss: 0.5856111645698547 Generator Loss: 3.08064603805542 Epoch: 2/2 Discriminator Loss: 1.0964925289154053 Generator Loss: 0.9521656036376953 Epoch: 2/2 Discriminator Loss: 0.7505685687065125 Generator Loss: 3.395580768585205 Epoch: 2/2 Discriminator Loss: 0.5886422991752625 Generator Loss: 2.930443286895752
Epoch: 2/2 Discriminator Loss: 0.660749077796936 Generator Loss: 1.658803939819336 Epoch: 2/2 Discriminator Loss: 0.6586747169494629 Generator Loss: 2.1168739795684814 Epoch: 2/2 Discriminator Loss: 0.5785262584686279 Generator Loss: 1.7690273523330688 Epoch: 2/2 Discriminator Loss: 0.5838729739189148 Generator Loss: 3.2000577449798584 Epoch: 2/2 Discriminator Loss: 0.744518518447876 Generator Loss: 2.9871344566345215 Epoch: 2/2 Discriminator Loss: 0.6068962812423706 Generator Loss: 1.868685007095337 Epoch: 2/2 Discriminator Loss: 0.6747472286224365 Generator Loss: 3.4377644062042236 Epoch: 2/2 Discriminator Loss: 0.7910374999046326 Generator Loss: 1.5398377180099487 Epoch: 2/2 Discriminator Loss: 0.5776670575141907 Generator Loss: 1.524242639541626 Epoch: 2/2 Discriminator Loss: 0.6934230327606201 Generator Loss: 2.1085636615753174
Epoch: 2/2 Discriminator Loss: 0.634319543838501 Generator Loss: 2.838305711746216 Epoch: 2/2 Discriminator Loss: 0.5614510774612427 Generator Loss: 1.0043110847473145 Epoch: 2/2 Discriminator Loss: 0.8318036794662476 Generator Loss: 2.593085289001465 Epoch: 2/2 Discriminator Loss: 0.8965717554092407 Generator Loss: 1.135629653930664 Epoch: 2/2 Discriminator Loss: 0.6176111698150635 Generator Loss: 1.9631272554397583 Epoch: 2/2 Discriminator Loss: 0.8562631607055664 Generator Loss: 1.8612821102142334 Epoch: 2/2 Discriminator Loss: 0.7589920163154602 Generator Loss: 2.8835363388061523 Epoch: 2/2 Discriminator Loss: 1.0729951858520508 Generator Loss: 3.1637444496154785 Epoch: 2/2 Discriminator Loss: 0.9725400805473328 Generator Loss: 1.7701549530029297 Epoch: 2/2 Discriminator Loss: 0.9458923935890198 Generator Loss: 1.1381235122680664
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Epoch: 2/2 Discriminator Loss: 0.6307398080825806 Generator Loss: 0.9108608961105347 Epoch: 2/2 Discriminator Loss: 0.9153768420219421 Generator Loss: 2.2294559478759766 Epoch: 2/2 Discriminator Loss: 0.5589292049407959 Generator Loss: 2.090657949447632 Epoch: 2/2 Discriminator Loss: 1.6358616352081299 Generator Loss: 0.4993894696235657 Epoch: 2/2 Discriminator Loss: 1.178910493850708 Generator Loss: 1.6311782598495483 Epoch: 2/2 Discriminator Loss: 0.6334689855575562 Generator Loss: 2.834463596343994 Epoch: 2/2 Discriminator Loss: 0.6520715355873108 Generator Loss: 2.4393458366394043 Epoch: 2/2 Discriminator Loss: 0.7852580547332764 Generator Loss: 2.5009894371032715 Epoch: 2/2 Discriminator Loss: 0.5566276907920837 Generator Loss: 2.8839502334594727 Epoch: 2/2 Discriminator Loss: 0.4872762858867645 Generator Loss: 2.9063339233398438
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Epoch: 2/2 Discriminator Loss: 0.7782952189445496 Generator Loss: 1.9759764671325684 Epoch: 2/2 Discriminator Loss: 1.1389297246932983 Generator Loss: 3.5574631690979004 Epoch: 2/2 Discriminator Loss: 0.5126438140869141 Generator Loss: 1.8721373081207275 Epoch: 2/2 Discriminator Loss: 0.8672592639923096 Generator Loss: 1.5762453079223633 Epoch: 2/2 Discriminator Loss: 0.8439080119132996 Generator Loss: 1.713996410369873 Epoch: 2/2 Discriminator Loss: 0.7840237617492676 Generator Loss: 1.7952001094818115 Epoch: 2/2 Discriminator Loss: 0.76937335729599 Generator Loss: 0.9338075518608093 Epoch: 2/2 Discriminator Loss: 0.8034175634384155 Generator Loss: 2.4833412170410156 Epoch: 2/2 Discriminator Loss: 1.1392732858657837 Generator Loss: 1.45303475856781 Epoch: 2/2 Discriminator Loss: 0.5516825914382935 Generator Loss: 2.344331741333008
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Epoch: 2/2 Discriminator Loss: 0.4835379123687744 Generator Loss: 2.5169808864593506 Epoch: 2/2 Discriminator Loss: 0.4734332263469696 Generator Loss: 1.875523567199707 Epoch: 2/2 Discriminator Loss: 0.6368282437324524 Generator Loss: 2.756007671356201 Epoch: 2/2 Discriminator Loss: 0.9213999509811401 Generator Loss: 4.031002521514893 Epoch: 2/2 Discriminator Loss: 0.6356412768363953 Generator Loss: 2.5107150077819824 Epoch: 2/2 Discriminator Loss: 1.3154726028442383 Generator Loss: 2.783879280090332 Epoch: 2/2 Discriminator Loss: 0.4193118214607239 Generator Loss: 2.5795280933380127 Epoch: 2/2 Discriminator Loss: 1.2985118627548218 Generator Loss: 3.663574457168579 Epoch: 2/2 Discriminator Loss: 0.560247540473938 Generator Loss: 2.17228627204895 Epoch: 2/2 Discriminator Loss: 0.7953854203224182 Generator Loss: 2.696564197540283
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Epoch: 2/2 Discriminator Loss: 1.143836498260498 Generator Loss: 1.5170552730560303 Epoch: 2/2 Discriminator Loss: 1.0620512962341309 Generator Loss: 1.1565693616867065 Epoch: 2/2 Discriminator Loss: 0.4454464018344879 Generator Loss: 3.1319055557250977 Epoch: 2/2 Discriminator Loss: 0.7459091544151306 Generator Loss: 2.0167946815490723 Epoch: 2/2 Discriminator Loss: 0.5993262529373169 Generator Loss: 2.286623477935791 Epoch: 2/2 Discriminator Loss: 0.91363924741745 Generator Loss: 1.2213804721832275 Epoch: 2/2 Discriminator Loss: 0.8316519260406494 Generator Loss: 3.304004669189453 Epoch: 2/2 Discriminator Loss: 0.8504270315170288 Generator Loss: 2.807462692260742 Epoch: 2/2 Discriminator Loss: 0.7092970609664917 Generator Loss: 2.1725189685821533 Epoch: 2/2 Discriminator Loss: 0.47066694498062134 Generator Loss: 3.465439796447754
Epoch: 2/2 Discriminator Loss: 0.5912755131721497 Generator Loss: 3.5789718627929688 Epoch: 2/2 Discriminator Loss: 1.0828490257263184 Generator Loss: 1.9457306861877441 Epoch: 2/2 Discriminator Loss: 0.47234517335891724 Generator Loss: 3.746857166290283 Epoch: 2/2 Discriminator Loss: 0.42253243923187256 Generator Loss: 3.313750743865967 Epoch: 2/2 Discriminator Loss: 0.873880922794342 Generator Loss: 2.55180287361145 Epoch: 2/2 Discriminator Loss: 0.7579207420349121 Generator Loss: 1.9644041061401367 Epoch: 2/2 Discriminator Loss: 0.5562248229980469 Generator Loss: 1.2121610641479492 Epoch: 2/2 Discriminator Loss: 0.45911943912506104 Generator Loss: 4.666965484619141 Epoch: 2/2 Discriminator Loss: 0.4636602997779846 Generator Loss: 2.8037753105163574 Epoch: 2/2 Discriminator Loss: 0.4918256998062134 Generator Loss: 3.211287021636963
Epoch: 2/2 Discriminator Loss: 0.48564156889915466 Generator Loss: 2.094205856323242 Epoch: 2/2 Discriminator Loss: 0.7278532981872559 Generator Loss: 2.8024709224700928 Epoch: 2/2 Discriminator Loss: 0.7063993811607361 Generator Loss: 4.32819938659668 Epoch: 2/2 Discriminator Loss: 0.47593382000923157 Generator Loss: 1.8097504377365112 Epoch: 2/2 Discriminator Loss: 1.3890604972839355 Generator Loss: 0.6923859119415283 Epoch: 2/2 Discriminator Loss: 0.7309273481369019 Generator Loss: 0.5149508714675903 Epoch: 2/2 Discriminator Loss: 0.7669358253479004 Generator Loss: 2.2527689933776855 Epoch: 2/2 Discriminator Loss: 0.5190531611442566 Generator Loss: 3.308013439178467 Epoch: 2/2 Discriminator Loss: 0.6838919520378113 Generator Loss: 2.3231656551361084 Epoch: 2/2 Discriminator Loss: 0.45185917615890503 Generator Loss: 3.099675178527832
Epoch: 2/2 Discriminator Loss: 0.6777070164680481 Generator Loss: 2.934138774871826 Epoch: 2/2 Discriminator Loss: 0.7549146413803101 Generator Loss: 2.654763698577881 Epoch: 2/2 Discriminator Loss: 0.7816853523254395 Generator Loss: 4.204799175262451 Epoch: 2/2 Discriminator Loss: 0.8984553813934326 Generator Loss: 3.799670696258545 Epoch: 2/2 Discriminator Loss: 0.7670319080352783 Generator Loss: 0.9088568091392517 Epoch: 2/2 Discriminator Loss: 0.5367995500564575 Generator Loss: 2.2502384185791016 Epoch: 2/2 Discriminator Loss: 1.0035064220428467 Generator Loss: 2.0276131629943848 Epoch: 2/2 Discriminator Loss: 0.44784194231033325 Generator Loss: 3.5045533180236816 Epoch: 2/2 Discriminator Loss: 0.6346690058708191 Generator Loss: 2.2491374015808105 Epoch: 2/2 Discriminator Loss: 0.44629502296447754 Generator Loss: 3.8609585762023926
Epoch: 2/2 Discriminator Loss: 0.5000931024551392 Generator Loss: 2.2098922729492188 Epoch: 2/2 Discriminator Loss: 0.5167856216430664 Generator Loss: 1.2508269548416138 Epoch: 2/2 Discriminator Loss: 0.9177065491676331 Generator Loss: 1.683812141418457 Epoch: 2/2 Discriminator Loss: 0.5348795056343079 Generator Loss: 2.549376964569092 Epoch: 2/2 Discriminator Loss: 0.4101142883300781 Generator Loss: 2.9154820442199707 Epoch: 2/2 Discriminator Loss: 1.0027744770050049 Generator Loss: 3.116478443145752 Epoch: 2/2 Discriminator Loss: 0.5311471223831177 Generator Loss: 1.384528398513794 Epoch: 2/2 Discriminator Loss: 0.6909367442131042 Generator Loss: 3.174258232116699 Epoch: 2/2 Discriminator Loss: 0.4825369715690613 Generator Loss: 3.3110101222991943 Epoch: 2/2 Discriminator Loss: 0.7622674703598022 Generator Loss: 3.4974050521850586
Epoch: 2/2 Discriminator Loss: 0.6667871475219727 Generator Loss: 0.9198731780052185 Epoch: 2/2 Discriminator Loss: 0.5373164415359497 Generator Loss: 2.2425804138183594 Epoch: 2/2 Discriminator Loss: 0.42308345437049866 Generator Loss: 3.4938323497772217 Epoch: 2/2 Discriminator Loss: 1.2628633975982666 Generator Loss: 0.9629494547843933 Epoch: 2/2 Discriminator Loss: 1.2157998085021973 Generator Loss: 0.7681333422660828 Epoch: 2/2 Discriminator Loss: 0.6070013046264648 Generator Loss: 3.302428960800171 Epoch: 2/2 Discriminator Loss: 0.8137202262878418 Generator Loss: 1.5354264974594116 Epoch: 2/2 Discriminator Loss: 0.6824232339859009 Generator Loss: 2.4728410243988037 Epoch: 2/2 Discriminator Loss: 0.45442143082618713 Generator Loss: 3.9674391746520996 Epoch: 2/2 Discriminator Loss: 0.5162110924720764 Generator Loss: 2.4506053924560547
Epoch: 2/2 Discriminator Loss: 0.9553860425949097 Generator Loss: 2.7778990268707275 Epoch: 2/2 Discriminator Loss: 0.5726364850997925 Generator Loss: 2.1601672172546387 Epoch: 2/2 Discriminator Loss: 0.571152925491333 Generator Loss: 2.4537513256073 Epoch: 2/2 Discriminator Loss: 0.5937404632568359 Generator Loss: 2.1603951454162598 Epoch: 2/2 Discriminator Loss: 0.6504212617874146 Generator Loss: 4.177135467529297 Epoch: 2/2 Discriminator Loss: 0.7026413679122925 Generator Loss: 3.038750171661377 Epoch: 2/2 Discriminator Loss: 0.45741719007492065 Generator Loss: 3.6095471382141113 Epoch: 2/2 Discriminator Loss: 0.3951331079006195 Generator Loss: 2.760221004486084 Epoch: 2/2 Discriminator Loss: 0.6995282769203186 Generator Loss: 1.6651908159255981 Epoch: 2/2 Discriminator Loss: 0.45437395572662354 Generator Loss: 1.6909689903259277
Epoch: 2/2 Discriminator Loss: 0.8593995571136475 Generator Loss: 1.7099480628967285 Epoch: 2/2 Discriminator Loss: 0.49923276901245117 Generator Loss: 3.224625825881958 Epoch: 2/2 Discriminator Loss: 0.6294991970062256 Generator Loss: 2.327350616455078 Epoch: 2/2 Discriminator Loss: 0.7686133980751038 Generator Loss: 2.889136552810669 Epoch: 2/2 Discriminator Loss: 0.8421035408973694 Generator Loss: 4.797940254211426 Epoch: 2/2 Discriminator Loss: 0.575148344039917 Generator Loss: 2.9987528324127197 Epoch: 2/2 Discriminator Loss: 0.6804417371749878 Generator Loss: 1.9812209606170654 Epoch: 2/2 Discriminator Loss: 0.8546953201293945 Generator Loss: 2.8094918727874756 Epoch: 2/2 Discriminator Loss: 0.9533692598342896 Generator Loss: 2.4328227043151855 Epoch: 2/2 Discriminator Loss: 0.7166141271591187 Generator Loss: 3.7724552154541016
Epoch: 2/2 Discriminator Loss: 0.8853049278259277 Generator Loss: 4.01153039932251 Epoch: 2/2 Discriminator Loss: 0.4395716190338135 Generator Loss: 3.1774611473083496 Epoch: 2/2 Discriminator Loss: 0.5841542482376099 Generator Loss: 2.122218132019043 Epoch: 2/2 Discriminator Loss: 0.7140246033668518 Generator Loss: 2.426626205444336 Epoch: 2/2 Discriminator Loss: 0.5797391533851624 Generator Loss: 3.372337818145752 Epoch: 2/2 Discriminator Loss: 0.8119904398918152 Generator Loss: 4.129138946533203 Epoch: 2/2 Discriminator Loss: 0.8803358674049377 Generator Loss: 3.4134788513183594 Epoch: 2/2 Discriminator Loss: 0.5580143928527832 Generator Loss: 3.133431911468506 Epoch: 2/2 Discriminator Loss: 0.43855515122413635 Generator Loss: 2.706815481185913 Epoch: 2/2 Discriminator Loss: 0.39419659972190857 Generator Loss: 2.709146499633789
Epoch: 2/2 Discriminator Loss: 0.7655121088027954 Generator Loss: 2.0068249702453613 Epoch: 2/2 Discriminator Loss: 0.6941646337509155 Generator Loss: 3.7656607627868652 Epoch: 2/2 Discriminator Loss: 0.8253381848335266 Generator Loss: 2.692080497741699 Epoch: 2/2 Discriminator Loss: 0.5353443622589111 Generator Loss: 2.2683351039886475 Epoch: 2/2 Discriminator Loss: 0.5073707103729248 Generator Loss: 3.2105133533477783 Epoch: 2/2 Discriminator Loss: 0.5786696672439575 Generator Loss: 2.5156235694885254 Epoch: 2/2 Discriminator Loss: 0.6799893975257874 Generator Loss: 3.0455925464630127 Epoch: 2/2 Discriminator Loss: 0.6869577765464783 Generator Loss: 2.6957039833068848 Epoch: 2/2 Discriminator Loss: 0.6677773594856262 Generator Loss: 1.5311815738677979 Epoch: 2/2 Discriminator Loss: 0.9008464813232422 Generator Loss: 3.153059720993042
Epoch: 2/2 Discriminator Loss: 0.5885694026947021 Generator Loss: 2.5295584201812744 Epoch: 2/2 Discriminator Loss: 0.7006533145904541 Generator Loss: 2.6019206047058105 Epoch: 2/2 Discriminator Loss: 0.9211794137954712 Generator Loss: 2.377470016479492 Epoch: 2/2 Discriminator Loss: 0.5447995662689209 Generator Loss: 2.5112619400024414 Epoch: 2/2 Discriminator Loss: 0.6436738967895508 Generator Loss: 3.6726531982421875 Epoch: 2/2 Discriminator Loss: 0.8101391792297363 Generator Loss: 3.9637813568115234 Epoch: 2/2 Discriminator Loss: 0.6036384105682373 Generator Loss: 0.7440126538276672 Epoch: 2/2 Discriminator Loss: 0.8234423995018005 Generator Loss: 2.6033289432525635 Epoch: 2/2 Discriminator Loss: 1.3425631523132324 Generator Loss: 3.2440686225891113 Epoch: 2/2 Discriminator Loss: 0.5490589737892151 Generator Loss: 2.3846113681793213
Epoch: 2/2 Discriminator Loss: 0.49045222997665405 Generator Loss: 3.247014045715332 Epoch: 2/2 Discriminator Loss: 0.5936192870140076 Generator Loss: 2.7153682708740234 Epoch: 2/2 Discriminator Loss: 0.5820027589797974 Generator Loss: 1.2089743614196777 Epoch: 2/2 Discriminator Loss: 0.49109703302383423 Generator Loss: 3.5140275955200195 Epoch: 2/2 Discriminator Loss: 0.7423256635665894 Generator Loss: 2.9446029663085938 Epoch: 2/2 Discriminator Loss: 0.8661706447601318 Generator Loss: 3.6792006492614746 Epoch: 2/2 Discriminator Loss: 1.1905059814453125 Generator Loss: 1.3854727745056152 Epoch: 2/2 Discriminator Loss: 0.6441465616226196 Generator Loss: 4.101478576660156 Epoch: 2/2 Discriminator Loss: 0.9037718772888184 Generator Loss: 3.542832136154175 Epoch: 2/2 Discriminator Loss: 0.4905959963798523 Generator Loss: 3.2299234867095947
Epoch: 2/2 Discriminator Loss: 0.5752844214439392 Generator Loss: 2.040771961212158 Epoch: 2/2 Discriminator Loss: 0.5415785312652588 Generator Loss: 4.025240898132324
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.